The wave drag coefficient is a significant part of drag coefficient at speeds higher than the speed of sound and it depends on body shape and flow velocity. Elliptical cone and semi-ellipsoid in air flow with velocity from 1 to 2 Mach are studied by computational fluid dynamics. Fineness ratio of cone is chosen so that oblique shock wave is generated at the tip of the body. A semi-ellipsoid has a rounded tip so a detached bow shock wave is formed ahead of the body. Different ratios of semi-axis of elliptic base and different lengths of forebodies are considered and their influences to wave drag coefficient are analysed. It was confirmed that the wave drag coefficient decreases if the fineness ratio of forebody increases. The influence of semi-axis ratio of the elliptic base to wave drag coefficient is present for a cone in the entire interval of considered speeds and it is decreased with the fineness ratio increasing for a cone and for a semi-ellipsoid the influence is inversed.